Table 2.
Bias, mean squared error (MSE), and coverage probability (CP) from 500 bootstrap samples in estimating the β1 coefficient, the similarity of to πj and the standard error (SE), and the MSE in estimating the eigenvalues , for j = 2, 4. Data dimension p = 100, sample size n = 100 and Ti = T = 100.
| Method | ||||||
|---|---|---|---|---|---|---|
| Bias | MSE | CP | (SE) | MSE | ||
| D2 | LW-CAP | −0.027 | 0.002 | 0.782 | 0.653 (0.033) | 1812.091 |
| CS-CAP | −0.023 | 0.001 | 0.855 | 0.931 (0.012) | 173.225 | |
| D4 | LW-CAP | 0.018 | 0.002 | 0.770 | 0.666 (0.027) | 2186.265 |
| CS-CAP | 0.019 | 0.001 | 0.845 | 0.926 (0.011) | 231.856 | |